Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study

Background: Globally, incidence of dengue fever has increased more than 30-times in the past 50 years, with outbreaks becoming frequent in tropical and subtropical countries. This rapid emergence has been attributed to increased urbanisation, globalisation, international mobility, and climate change...

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Main Authors: Sophie A Lee, MSc, Theodoros Economou, PhD, Christovam Barcellos, PhD, Rafael Catão, PhD, Marilia Sá Carvalho, PhD, Rachel Lowe, PhD
Format: Article
Language:English
Published: Elsevier 2021-04-01
Series:The Lancet Planetary Health
Online Access:http://www.sciencedirect.com/science/article/pii/S254251962100098X
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spelling doaj-38ee5af40f0c49379a6d3d704c5184fa2021-04-22T13:40:45ZengElsevierThe Lancet Planetary Health2542-51962021-04-015S14Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling studySophie A Lee, MSc0Theodoros Economou, PhD1Christovam Barcellos, PhD2Rafael Catão, PhD3Marilia Sá Carvalho, PhD4Rachel Lowe, PhD5Centre for Mathematical Modelling of Infectious Disease, Centre on Climate Change and Planetary Health, and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK; Correspondence to: Sophie A Lee, Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London WC1E 7HT, UKDepartment of Mathematics, University of Exeter, Exeter, UKFundação Oswaldo Cruz, Rio de Janeiro, BrazilDepartamento de Geografia, Universidade Federal do Espírito Santo, Vitoria, BrazilFundação Oswaldo Cruz, Rio de Janeiro, BrazilCentre for Mathematical Modelling of Infectious Disease, Centre on Climate Change and Planetary Health, and Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UKBackground: Globally, incidence of dengue fever has increased more than 30-times in the past 50 years, with outbreaks becoming frequent in tropical and subtropical countries. This rapid emergence has been attributed to increased urbanisation, globalisation, international mobility, and climate change. Brazil is endemic to all four dengue virus serotypes with outbreaks occurring in every region of the country. Previous studies identified geographical barriers to dengue diffusion, with some regions of Brazil being relatively protected from outbreaks. These regions included areas in the south of the country where seasonal temperatures were too cold for vectors to efficiently transmit the virus, regions of the western Amazon that were isolated from infectious hosts and vectors, and mountainous regions of southeast Brazil. Methods: In this ecological modelling study, we used a Bayesian spatiotemporal model to understand the effect of climate variation, connectivity between cities, and socioeconomic factors, such as urbanisation, on the expansion of the permanent dengue virus transmission zone in Brazil. We obtained monthly dengue fever case data from 5560 municipalities in Brazil for 2001–19 from the Notifiable Diseases Information System (SINAN) surveillance system. The model was fitted to an outbreak indicator defined as exceeding 300 cases per 100 000 inhabitants per year. Fixed effects included climate suitability and hydrometeorological variables obtained from the Climate Research Unit (University of East Anglia, Norwich, UK), the level of influence of a city from the Brazilian Regiōes de Influência das Cidades study, and socioeconomic factors, such as urbanisation, from census data. Spatiotemporal random effects were included to account for unobserved heterogeneity, spatial autocorrelation, and temporal trends. Findings: Data from the past 10 years showed that pre-identified geographical barriers to dengue virus transmission are being eroded or destroyed completely. The emergence of dengue fever outbreaks in south Brazil coincided with an increase in the number of months per year with temperatures suitable for transmission. Interpretation: Understanding the factors that lead to the erosion of barriers to dengue virus transmission will help identify regions at risk of future outbreaks, and improve public health preparedness to emerging and re-emerging diseases. Funding: The Royal Society.http://www.sciencedirect.com/science/article/pii/S254251962100098X
collection DOAJ
language English
format Article
sources DOAJ
author Sophie A Lee, MSc
Theodoros Economou, PhD
Christovam Barcellos, PhD
Rafael Catão, PhD
Marilia Sá Carvalho, PhD
Rachel Lowe, PhD
spellingShingle Sophie A Lee, MSc
Theodoros Economou, PhD
Christovam Barcellos, PhD
Rafael Catão, PhD
Marilia Sá Carvalho, PhD
Rachel Lowe, PhD
Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study
The Lancet Planetary Health
author_facet Sophie A Lee, MSc
Theodoros Economou, PhD
Christovam Barcellos, PhD
Rafael Catão, PhD
Marilia Sá Carvalho, PhD
Rachel Lowe, PhD
author_sort Sophie A Lee, MSc
title Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study
title_short Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study
title_full Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study
title_fullStr Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study
title_full_unstemmed Effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century Brazil: an ecological modelling study
title_sort effect of climate change, connectivity, and socioeconomic factors on the expansion of the dengue virus transmission zone in 21st century brazil: an ecological modelling study
publisher Elsevier
series The Lancet Planetary Health
issn 2542-5196
publishDate 2021-04-01
description Background: Globally, incidence of dengue fever has increased more than 30-times in the past 50 years, with outbreaks becoming frequent in tropical and subtropical countries. This rapid emergence has been attributed to increased urbanisation, globalisation, international mobility, and climate change. Brazil is endemic to all four dengue virus serotypes with outbreaks occurring in every region of the country. Previous studies identified geographical barriers to dengue diffusion, with some regions of Brazil being relatively protected from outbreaks. These regions included areas in the south of the country where seasonal temperatures were too cold for vectors to efficiently transmit the virus, regions of the western Amazon that were isolated from infectious hosts and vectors, and mountainous regions of southeast Brazil. Methods: In this ecological modelling study, we used a Bayesian spatiotemporal model to understand the effect of climate variation, connectivity between cities, and socioeconomic factors, such as urbanisation, on the expansion of the permanent dengue virus transmission zone in Brazil. We obtained monthly dengue fever case data from 5560 municipalities in Brazil for 2001–19 from the Notifiable Diseases Information System (SINAN) surveillance system. The model was fitted to an outbreak indicator defined as exceeding 300 cases per 100 000 inhabitants per year. Fixed effects included climate suitability and hydrometeorological variables obtained from the Climate Research Unit (University of East Anglia, Norwich, UK), the level of influence of a city from the Brazilian Regiōes de Influência das Cidades study, and socioeconomic factors, such as urbanisation, from census data. Spatiotemporal random effects were included to account for unobserved heterogeneity, spatial autocorrelation, and temporal trends. Findings: Data from the past 10 years showed that pre-identified geographical barriers to dengue virus transmission are being eroded or destroyed completely. The emergence of dengue fever outbreaks in south Brazil coincided with an increase in the number of months per year with temperatures suitable for transmission. Interpretation: Understanding the factors that lead to the erosion of barriers to dengue virus transmission will help identify regions at risk of future outbreaks, and improve public health preparedness to emerging and re-emerging diseases. Funding: The Royal Society.
url http://www.sciencedirect.com/science/article/pii/S254251962100098X
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